Instance Segmentation

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16 papers in the last four weeks, up 78% on the four weeks before. 0.2% of all new papers.

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  1. NeuroAdaptTrainer: A Fiji/ImageJ Plugin for YOLO-Based Neuron Segmentation, InteractiveCorrection and Transfer Learning

    Aug 5, 2026Daniela Eraso-Casas, Gerard Villarroya-Pique, Esther Serrano-Pertierra +4Image SegmentationInstance Segmentation

    aComputer Sciences Department, University of Oviedo, Asturias, Spain · bElectrical Engineering Department, University of Oviedo, Asturias, Spain · cBiomedical Engineering Center (BME), University of Oviedo, Asturias, Spain +3

  2. Hear to See: Discerning Stateful Listening for Audio-Visual Instance Segmentation

    Aug 4, 2026Leiye Liu, Miao Zhang, Jiahong Jiang +7Video Object SegmentationInstance Segmentation

    Dalian University of Technology Dalian, Liaoning, China · Carnegie Mellon University Pittsburgh, Pennsylvania, USA · Yale University New Haven, Connecticut, USA

  3. iFAN: Inference-Aware Learning for Plain Mask Transformers

    Aug 4, 2026Fang Li, Yu He, Haoyang Tong +7Panoptic SegmentationInstance Segmentation

    University of Chinese Academy of Sciences · Xi’an Jiaotong University · Beijing Institute of Technology

  4. Better, Stronger, Faster, and Broader: Structured All-Mask Prediction for MLLM-Based Segmentation

    Aug 3, 2026Jiazhen Liu, Mingkuan Feng, Long ChenEfficient Multimodal InferenceImage Segmentation

    The Hong Kong University of Science and Technology (HKUST), Hong Kong.

  5. ZMIS-SAM: Segment Anything Model Enhanced with Wavelet Transform for Zooplankton Microscopy Image Instance Segmentation

    Jul 30, 2026Dekun Yuan, Zhongwei Li, Zheng Qiao +1Instance SegmentationSegment Anything Models

    College of Oceanography and Space Informatics, China University of Petroleum (East China), Qingdao, 266580, China

  6. QueenVIS: Rethinking Image-Only Training for Video Instance Segmentation via Query Enrichment

    Jul 27, 2026Arian Kheirandish, Fardin Ayar, Ehsan Javanmardi +2Video UnderstandingInstance Segmentation

    Amirkabir University of Technology (AUT), Tehran, Iran · The University of Tokyo, Tokyo, Japan

  7. DishSeg24k: A Large-Scale Benchmark for Food Segmentation with Stochastic Expert Decoding

    Jul 25, 2026Yilin Wang, Haochen Shi, Guanyu Chen +4Image SegmentationInstance Segmentation

    Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China · University of Chinese Academy of Sciences, Beijing, China · Hangzhou Dianzi University, Hangzhou, China +3

  8. Advancing All-Weather Building Damage Mapping to the Instance Level: Outcomes and Insights from the 2026 Bright Challenge

    Jul 23, 2026Hongruixuan Chen, He Huang, Haifeng Wang +19Disaster Damage AssessmentBuilding Damage Assessment

  9. DA-Fusion: Deformable Attention-Based RGB-D Fusion Transformer for Unseen Object Instance Segmentation

    Jul 20, 2026Yesol Park, Hye-Jung Yoon, Juno Kim +1Instance SegmentationMultimodal Fusion

    Interdisciplinary Program in AI, Seoul National University · Artificial Intelligence Institute, Seoul National University · Department of Computer Science, Seoul National University

  10. TMI: Text-to-Image Meets Image-to-Image for Complementary Data Synthesis to Boost Long-Tailed Instance Segmentation

    Jul 9, 2026Hyeonseop Song, Seokhun Choi, Hoseok DoSynthetic Data AugmentationText-Guided Image Editing

    AI Lab, CTO Division, LG Electronics, Republic of Korea

  11. UAV-OVVIS: Unmanned Aerial Vehicles Also Need Open-Vocabulary Video Instance Segmentation

    Jul 9, 2026Mingyu Dou, Shi Qiu, Ming Hu +2Video Object SegmentationInstance Segmentation

    Xi’an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences · University of Chinese Academy of Sciences · Institute of Artificial Intelligence (TeleAI), China Telecom +2

  12. A Large-Scale Dataset and a New Method for RemoteSensing Traffic Object Segmentation

    Jul 4, 2026Zhigang Yang, Huiguang Yao, Linmao Tian +2Remote Sensing Image SegmentationInstance Segmentation

    School of Artificial Intelligence, OPtics and ElectroNics (iOPEN), Northwestern Polytechnical University, Xi’an, 710072, Shaanxi, China · School of Computer Science, Northwestern Polytechnical University, Xi’an, 710072, Shaanxi, China · School of Software, Northwestern Polytechnical University, Xi’an, 710072, Shaanxi, China

  13. Segmenting, Fast and Slow: Real-Time Open-Vocabulary Video Instance Segmentation with Dual-Path Processing

    Jun 30, 2026Luca Barsellotti, Martin Sundermeyer, Mattia Segu +5Video Object SegmentationInstance Segmentation

    ⋆Work done during an internship at Google. · Google · TU Munich; Munich Center for Machine Learning +1

  14. Efficient Remote Sensing Instance Segmentation with Linear-Time State Space Distilled Visual Foundation Models

    Jun 24, 2026Qinzhe Yang, Keyan Chen, Jia Xu +2Remote Sensing Image SegmentationInstance Segmentation

    Shen Yuan Honors College, Beihang University, Beijing 100191, China · Department of Aerospace Intelligent Science and Technology, School of Astronautics, and with the State Key Laboratory of Virtual Reality Technology and Systems, Beihang University, Beijing 100191, China · Qian Xuesen Laboratory of Space Technology, China Academy of Space Technology, Beijing 100094, China

  15. Modular Diffusion Models for Structured Visual Recognition

    Jun 21, 2026Siddhesh Khandelwal, Björn Ommer, Leonid SigalScene Graph GenerationUncertainty Quantification

    Department of Compute Science, University of British Columbia · Vector Institute for AI · CompVis, Ludwig Maximilian University of Munich +2

  16. Prompting Diffusion Models for Zero-Shot Instance Segmentation

    Jun 21, 2026Irem Zeynep Alagöz, Nils Morbitzer, Andrea Ramazzina +3Instance SegmentationPromptable Image Segmentation

    Technical University of Munich (TUM) · Munich Center of Machine Learning (MCML) · Mercedes-Benz AG +1

  17. Boundary-by-Mask: Few-Shot Instance Segmentation with Mask-Conditioned Boundary Learning for Texture-Poor Industrial Parts

    Jun 19, 2026Yutaka Yoshinaga, Naoya Chiba, Koichi HashimotoInstance SegmentationIndustrial Inspection

    Graduate School of Information Sciences, Tohoku University, Sendai, Japan · Cybermedia Center, Osaka University, Osaka, Japan

  18. Sparse Point-Guided Fusion of Supervised and Self-Supervised Learning Model for Seaweed Segmentation

    Jun 19, 2026Tatsuya Suzuki, Kazuya Ijuin, Hideki Tomimori +2Image SegmentationInstance Segmentation

    Fujitsu Limited Kawasaki, Japan

  19. SA-VIS: Sparse frame Annotations for training Video Instance Segmentation

    Jun 18, 2026Edoardo Mello Rella, Ajad Chhatkuli, Shipra Jain +2Video UnderstandingVideo Object Segmentation

    CVL, ETH Zurich · INSAIT, Sofia University "St. Kliment Ohridski" · Align Technology

  20. Automatic ply-specific analyses of CFRP micrographs using shortest-path-based ply distinction

    Jun 17, 2026Jonas Naumann, Jonas P. Appels, Julius Biermann +3Image SegmentationInstance Segmentation

  21. Vines-DB: An RGB image dataset for multi-species ornamental vine segmentation

    Jun 16, 2026Saroj Burlakoti, Utsav Bhandari, Aaron Etienne +1Agricultural Image AnalysisPlant Phenotyping

    Utah State University · Department of Plants, Soils and Climate, Utah State University, Utah, 84322, USA · Department of Applied Sciences, Technology and Education, Utah State University, Utah, 84322, USA

  22. SegTME-UNI2: A Foundation Model-Based Framework for Generalisable Multiclass Cell Segmentation and LLM-Driven Tumour Microenvironment Characterisation in Histopathology

    Jun 16, 2026Wan Siti Halimatul Munirah Wan Ahmad, Faris Syahmi Samidi, Mohammad Badal Ahmmed +3Computational PathologyMedical Report Generation

    Department of Data Science and Artificial Intelligence, School of Computing and Artificial Intelligence, Faculty of Engineering and Technology, Sunway University, Bandar Sunway, Malaysia · Department of Electrical and Electronic Engineering, College of Engineering, Universiti Tenaga Nasional, Kajang, Malaysia · Faculty of Dentistry, Universiti Malaya, Kuala Lumpur, Malaysia

  23. Instance-Aware Knowledge Distillation for Semi-Supervised Learning of an On-Board Multi-Task Dense Prediction Model for Collision Avoidance System

    Jun 15, 2026Gyutae Hwang, Sang Jun LeeCollision AvoidanceInstance Segmentation

    Division of Electronics and Information Engineering, Jeonbuk National University, 567 Baekje-daero, Deokjin-gu, Jeonju, 54896, Republic of Korea

  24. GOOSE-M2F: Adapting Mask2Former for High-Fidelity, Long-Tailed Fine-Grained Semantic Segmentation in Unstructured Outdoor Terrain

    Jun 14, 2026Jyothiraditya Lingam, Nikhileswara Rao Sulake, Sai Manikanta Eswar MacharaInstance SegmentationSemantic Segmentation

    Department of Computer Science and Engineering Rajiv Gandhi University of Knowledge Technologies, Nuzvid, India

  25. Post-Launch Capability Expansion of Vision-Language Models via Prompting for On-Orbit Spacecraft Inspection

    Jun 13, 2026Nicholas A. Welsh, Lennon J. Shikhman, Monty Nehru Attazs +3Instance SegmentationPromptable Image Segmentation

    Florida Institute of Technology Melbourne, FL, USA · University of Florida Gainesville, FL, USA

  26. DIMOS: Disentangling Instance-level Moving Object Segmentation

    Jun 11, 2026Hongxiang Huang, Hongwei Ren, Xiaopeng Lin +3Event-Based VisionDisentangled Representation Learning

    The Hong Kong University of Science and Technology (Guangzhou) Guangzhou, China

  27. A Turbo-Inference Strategy for Object Detection and Instance Segmentation

    Jun 10, 2026Zhen Zhao, Gang Zhang, Xiaolin Hu +1Instance SegmentationObject Detection

    School of Technology, Beijing Forestry University, Beijing 100091, China · Department of Computer Science and Technology, Tsinghua University, Beijing 100084, China · Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing 100084, China +1

  28. ZODS-RS -- Zero-training Oriented Detection & Segmentation for Remote Sensing

    Jun 9, 2026Zuan Gu, Tianhan Gao, Langxu ZhaoRemote Sensing Small Object DetectionRemote Sensing Image Segmentation

    Northeastern University, China

  29. Maximum Matching Accuracy: An Instance Segmentation Evaluation Metric Utilizing Globally Optimal Matching

    Jun 8, 2026Kaden Stillwagon, Alexandra D. VandeLoo, Craig R. ForestInstance SegmentationMicroscopy Image Analysis

    College of Computing, Georgia Institute of Technology, Atlanta, 30332, Georgia, United States · School of Materials Science and Engineering, Georgia Institute of Technology, Atlanta, 30332, Georgia, United States · Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, 30332, Georgia, United States +1

  30. SegmentAnyTreeV2: Scaling Transformer-Based Tree Instance Segmentation Across Sensors, Platforms, and Forests

    Jun 6, 2026Maciej Wielgosz, Stefano Puliti, Rasmus AstrupTransformerInstance Segmentation

    Norwegian Institute of Bioeconomy Research (NIBIO), Høgskoleveien 7, 1433 Ås, Norway